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Today, proficient practices are required to stimulate along various boundaries of the supply chain (SC) to exploit manufacturing resources economically, effectually and gracefully for retaining operational excellence. Accordingly, varieties of paramount practices, i.e. Lean, Agile, Resilient and Green practices, are integrated in present study with the objective to develop a Decision Support Framework (DSF) to select robust supplier under the extent of Lean-Agile-Resilient-Green (LARG) practices for a manufacturing firm. The framework is developed and validated in the Indian automotive sector, where the primary data is collected based on perceptions of the respondents working in an automotive company.

LARG metrics can ponder ecological balance, customer satisfaction, associations, effectiveness and sustainability and thus, the study consolidated LARG practices in one umbrella to develop a DSF. The analytical approach under DSF is developed by the integration AHP, DEMATEL, ANP, Extended MOORA and SAW techniques in present study to evaluate a robust supplier under the aegis of LARG practices in SC. DSF is developed by scrutinizing and categorizing LARG characteristics, where the selected LARG characteristics are handled by fuzzy sets theory to deal with the impreciseness and uncertainty in decision making.

The study has identified 63 measures (15 for Lean, 15 for Agile, 14 for resilient and 19 for Green) to support the robust supplier selection process for manufacturing firms. The findings of study explicate “Internal communication agility”, “Interchangeability to personnel resources”, “Manufacturing flexibility”, “degree of online solution”, “Quickness to resource up-gradation”, “Manageability to demand and supply change”, “Overstocking inventory practices” as significant metrics in ranking order. Additionally, “Transparency to share information”, “Internal communication agility”, “Manufacturing Flexibility”, “Green product (outgoing)” are found as influential metrics under LARG practices respectively.

A technical DSF to utilize by the managers is developed, which is connected with knowledge-based theory and a case of an automobile manufacturing firm is presented to illustrate its implementation. The companies can utilize presented DSF to impose service excellence, societal performance, agility and green surroundings in SC for achieving sustainable outcomes to be welcomed by the legislations, society and rivals. The framework represents an important decision support tool to enable managers to overcome imprecise SC information sources.

The study presented a proficient platform to review the most significant LARG alternative in the SC. The study suggested a cluster of LARG metrics to support operational improvement in manufacturing firms for shifting gear toward sustainable SC practices. The present study embraces its existence in enrolling a high extent of collaboration amongst clients, project teams and LARG practices to virtually eradicate the likelihood of absolute project failure.

The study explains why Parliamentarians in the United Kingdom (UK) focused on accountability through data during the COVID-19 pandemic, as well as on how data could be used to improve the government’s response to the pandemic.

Understanding the implications of accountability for COVID-19 is crucial to understanding how governments should respond to future pandemics. This article provides an account of what a select committee in the UK thought were the essential elements of these accountability relationships. To do so, the authors use a neo-Roman concept of liberty to show how Parliamentary oversight of the pandemic for accountability was crucial to maintaining the liberty of citizens during the crisis and to identify what lessons need to be learnt for future crises.

The study shows that Parliamentarians were concerned that the UK government was not meeting its obligations to report openly about the COVID-19 pandemic to them. It shows that the government did make progress in reporting during the pandemic but further advancements need to be made in future for restrictions to be compatible with the protection of liberty.

The study extends the concept of neo-Roman liberty showing how it is relevant in an emergency situation and provides an account of why accountability is necessary for the preservation of liberty when the government uses emergency powers.

Governments and Parliaments need to think about how they preserve liberty during crises through enhanced accountability mechanisms and the publication of data.

The study extends previous work on liberty and calculation, providing a theorisation of the role of numbers in the protection of liberty.

This paper gives the background to the ISO 18404:2015 standard and explains its rationale. It aims to correct misconceptions and erroneous statements about the standard appearing in the paper by Antony et al. (2021) and to demonstrate the usefulness of the standard in a wide range of application sectors.

A review of recently reported misconceptions and erroneous statements is presented and clarifications are provided. A qualitative interview approach was utilised to obtain the views of leading academics and practitioners familiar with Six Sigma and Lean in a range of sectors and from different parts of the world. This includes the results of a survey for capturing expectations and requirements for the next ISO18404 version.

Clarifications were needed to correct some misconceptions and erroneous statements in recently published work. However, on review, the reports of the interviews in Antony et al. (2021) indicate that most Lean Six Sigma professionals have positive experiences with ISO 18404:2015 and see the advantages of a common standard in helping continuous improvement deployment. Possible causes of some reported negative results are already scheduled to be addressed in the forthcoming review of ISO 18404:2015.

A very real constraint when conducting research into ISO 18404:2015 is to obtain a balanced view of the standard from those who have a vested interest in its continuation and evolution, or not. Whilst the authors cannot claim to be any more objective than Antony et al.’s (2021) authors and commentators, they are, in contrast to that group, highly knowledgeable about the reality of the standard, rather than speculating in ignorance.

A very real constraint when conducting research into ISO 18404:2015 is to obtain a balanced view of the standard which is balanced with respect from those who have a vested interest in its continuation and evolution, or not. Whilst the current authors cannot claim to be any more objective than previous authors, Antony et al.’s (2021) authors and commentators, they are, in contrast to that group, highly knowledgeable about the reality of the standard, rather than speculating in ignorance.

The paper gives a clear description of the ISO standard development process and provides a resource for people to obtain insight into the value or non-value add of a standard in Six Sigma and Lean, and the appropriate details of such a standard. These results can form the basis of a case for the implementation of the standard for those organisations currently trying to decide whether or not to implement it.

With technological innovation elements and the competitive market environment becoming increasingly complex, numerous firms utilize network embeddedness to achieve and sustain innovation. However, empirical research has not conclusively established which form of network embeddedness more effectively facilitates corporate innovation. Drawing on the heterogeneous network resources perspective, this study explores the impact of market network embeddedness, technology network embeddedness and their synergy on the green innovation performance of manufacturing small and medium-sized enterprises (SMEs). Furthermore, it investigates the moderating role of resource orchestration capability in these relationships.

Through an online questionnaire survey of Chinese manufacturing SMEs, 293 sample data were collected, and the hierarchical regression analysis was conducted to test the hypothesis.

The results indicate that market and technology network embeddedness significantly enhance green innovation performance, with the former exerting a more significant impact. Furthermore, the synergy between market and technology network embeddedness positively influences green innovation performance. Additionally, resource orchestration capability strengthens the positive effects of both market and technology network embeddedness on green innovation performance, while the moderating effect of resource orchestration capability on the relationship between the synergy of the two and green innovation performance was insignificant.

The study faced many limitations, such as collecting primary data, which relied on a questionnaire only, using cross-sectional data and examining only manufacturing SMEs.

Based on the heterogeneous network resources perspective and integrating social network theory and resource orchestration theory, this study explores the impact of network embeddedness on the green innovation performance of manufacturing SMEs, which sheds new light on the network embeddedness research framework and also enriches the antecedents of green innovation. In addition, this study provides implications on how manufacturing SMEs effectively utilize network embeddedness and resource orchestration capability to enhance green innovation performance.

Basing himself on the premise that present economic progress cannot follow the ‘Business as usual paradigm’ and hope for continued and unlimited progress, the author holds that we need to look into the larger dimensions of growth and development, which include social, environmental and other complex factors. So in this chapter, the author makes some pertinent suggestions for a sustainable growth model inspired by green growth and degrowth.

The first section evaluates the salient features of green growth and its drawbacks. It is followed by a discussion on the notion of degrowth, with its challenge to change the direction of growth (economic, ecological, social and cultural), without which human civilisation, as we know it today, may not survive. Finally, in the concluding chapter, based on these two notions of green growth and degrowth, an all-inclusive and sustainable regrowth model is propounded.

By creating an awareness of the need to shift development goals and Corporate Social Responsibility (CSR), the author argues that we could use economic regrowth strategically and responsibly to make the world more sustainable and viable. Responsible corporates will make their contribution to such an organic, resilient and sustainable regrowth and their CSR activities could be the starting point for this change, without which humanity's future is seriously threatened.

Finally, the author acknowledges that humanity has profited from the tremendous technological and economic progress we have made in the last four centuries, learnt from its mistakes and are ready to reorient ourselves individually and collectively towards a sustainable economic regrowth.

Color psychology theory reveals that complex images with very varied palettes and many different colors are likely to be considered unattractive by individuals. Notwithstanding, web content containing social signals may be more attractive via the initiation of a social connection. This research investigates a predictive model blending variables from these theoretical perspectives to determine crowdfunding success.

The research is based on data from 176,614 Kickstarter projects. A number of machine learning and artificial intelligence techniques were employed to analyze the listing images for color complexity and the presence of people, while specific language features, including socialness, were measured in the listing text. Logistic regression was applied, controlling for several additional variables and predictive model was developed.

The findings supported the color complexity and socialness effects on crowdfunding success. The model achieves notable predictive value explaining 56.4% of variance. Listing images containing fewer colors and that have more similar colors are more likely to be crowdfunded successfully. Listings that convey greater socialness have a greater likelihood of being funded.

This investigation contributes a unique understanding of the effect of features of both socialness and color complexity on the success of crowdfunding ventures. A second contribution comes from the process and methods employed in the study, which provides a clear blueprint for the processing of large-scale analysis of soft information (images and text) in order to use them as variables in the scientific testing of theory.